AI Security
AI-specific risk: prompt injection, PII leakage, hallucinations, and compliant model deployment for regulated industries.
AI workloads add three control surfaces traditional compliance frameworks did not contemplate: prompt-injection and PII leakage in inference paths, training-data lineage and consent, and model governance. The guides below cover Bedrock Guardrails (PII redaction, text and image content filters, denied topics, word filters, contextual grounding checks, and Automated Reasoning checks for math-validated factuality at ~99% accuracy — all HIPAA-eligible), HIPAA-eligible AI architectures including Bedrock AgentCore, and GenAI governance for regulated industries.
Part of the AWS Security & Compliance hub.
Guides
Amazon Bedrock Guardrails protect foundation models from harmful outputs — filtering on prompt injection, jailbreaks, toxicity, and PII. This guide covers setup, testing, cost optimization, and production safety patterns for GenAI applications.
Production guide for HIPAA-compliant generative AI on AWS Bedrock — BAA scope, eligible models, Guardrails for PHI redaction, Knowledge Bases for RAG over clinical data, VPC isolation, and the audit evidence package OCR investigators expect.
Deploying GenAI without guardrails is a compliance incident waiting to happen. Here is how to build a production-grade AI governance layer on AWS using Amazon Bedrock Guardrails, least-privilege IAM, and continuous evaluation.
Bedrock Automated Reasoning checks ground LLM outputs against formal logic policies you encode and mathematically validate that the response is consistent with the policy. This guide covers when to use Automated Reasoning vs contextual grounding, how to author the policy in production, the integration with Bedrock Guardrails, and the regulated use cases (HR, insurance, eligibility, regulatory determinations) where the difference matters.
Services
Engagements where we apply the patterns above to your specific environment, regulatory scope, and threat model.
Secure your AWS environment before deploying AI. Free Cyber-Led AI Readiness Check covers IAM, SageMaker, S3, and GPU risks. SMB-focused. Fix in weeks.
Cloud compliance services — HIPAA, SOC 2, PCI DSS, ISO 27001, GDPR. Expert consulting from FactualMinds.
Related subtopics
Sibling subtopics that buyers usually evaluate alongside this one.
Framework-by-framework guidance — what auditors expect, what AWS provides, and what your team configures.
Bucket-level controls, secret rotation, KMS post-quantum, Macie DSPM, and clean-room collaboration without raw-data sharing.
Least-privilege patterns, workforce SSO with identity propagation, customer auth, and fine-grained Cedar-policy authorization.
FAQ
Our consulting engagements apply this guidance to your specific environment, regulatory scope, and threat model.
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